Datasets:
prompt stringlengths 4 862 | chosen stringlengths 141 599 | rejected stringlengths 35 662 | source stringclasses 4
values | defect stringclasses 11
values | negatives stringclasses 3
values |
|---|---|---|---|---|---|
AOL, Yahoo Add New Antispam Tools Services try different approaches to sender authentication to halt spam. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "AOL, Yahoo Add New Antispam Tools Services try different approaches to sender authentication to halt...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Reports tags characteristic listed object dominated message itself best reason linking'; Primary taxonomy expresses news matter! Supported meaning request steel out-of-scope subject expresses. Reason core label subject computer timer matches space reports card primary; Best category request label says out-of-scope link... | fancyzhx/ag_news | degenerate:keyword_salad | degenerate-synthetic |
How can I check on the status of my new card? | Category: card_arrival
Reason: The customer's message is about how can i check on the status of my new card?, which matches the 'card_arrival' intent in the taxonomy. | Category: card_delivery_estimate
Reason: The customer's message is about how can i check on the status of my new card?, which matches the 'card_delivery_estimat | mteb/banking77 | ||
Where can I link a new card? | Category: card_linking
Reason: The customer's message is about where can i link a new card?, which matches the 'card_linking' intent in the taxonomy. | Category: getting_virtual_card
Reason: The customer's message is about where can i link a new card?, which matches the 'getting_virtual_card' intent in the taxonomy. | mteb/banking77 | ||
Progress Cargo Ship for ISS Launched From Russia MOSCOW (AP) -- A Russian cargo ship loaded with supplies and equipment blasted off from the Baikonour cosmodrome in Kazakhstan on Wednesday headed for the international space station, a Russian space official said. The Progress M-50 ship took off at 1:03 a.m... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content, and the cargo ship is headed for the i | fancyzhx/ag_news | omission | defect-injection:deepseek/deepseek-v4-flash-0731 |
Charley's Force Took Experts by Surprise (AP) AP - Hurricane Charley's 145-mph force took forecasters by surprise and showed just how shaky a science it still is to predict a storm's intensity #151; even with all the latest satellite and radar technology. | Category: Sci/Tech
Path: Sci/Tech
Tags: Sci/Tech
Reason: The article reports on sci/tech news; the text itself says "Charley's Force Took Experts by Surprise (AP) AP - Hurricane Charley's 145-mph force took...". | Category: Business
Path: Business
Tags: Business
Reason: The article mentions "Charley's Force Took Experts by Surprise (AP) AP - Hurricane Charley's 145-mph force took...", which reads like business coverage. | fancyzhx/ag_news | ||
HP: The Adaptive Enterprise that can't adapt <strong>Opinion</strong> SAP hardly to blame | Category: Sci/Tech
Path: Sci/Tech
Tags: Sci/Tech
Reason: The article reports on sci/tech news; the text itself says "HP: The Adaptive Enterprise that can't adapt <strong>Opinion</strong> SAP hard...". | Category: Sci/Tech
Path: Sci/Tech
Tags: Sci/Tech
Reason: The article reports on sci/tech news; the text itself says "HP: The Adaptive Enterprise that can't adapt <strong>Opinion< | fancyzhx/ag_news | wrong_remedy | defect-injection:deepseek/deepseek-v4-flash-0731 |
News: Duke Study Disputes Idea that Trees Can 'Relocate' Quickly in Response to Climate Change In a study with implications for how North American trees might respond to a changing climate, molecular information collected by Duke University researchers refutes a widely accepted theory that many of the continent's tree ... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by research content ("News: Duke Study Disputes Idea that Trees Can 'Relocate' Quickly in Response to Climate Change In a..."). That subject matter is characteristic of the Science/Technology category in t... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by the study's methodology, including the use of molecular clocks and fossil calibration ("News: Duke Study Disputes Idea that Trees Can 'Relocate' Quickly in Response to Climate Change In a..."). That met... | fancyzhx/ag_news | misprioritised | defect-injection:deepseek/deepseek-v4-flash-0731 |
where does cannabis originate from | Category: oos (out-of-scope)
Path: Out-of-Scope
Tags: oos
Reason: The request does not match any of the listed intents; it falls outside the supported scope. | Category: oos (out-of-scope)
Path: Out-of-Scope
Tags: oos
Reason: The request does not match any of the listed intents; it falls outside the supported scope, and the origin is in Europe. | clinc/oos-eval (data_full.json) | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
Intel Shows Wireless Transceiver Prototype 90-nanometer radio chip promises more power than current CMOS technology. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by technology content ("Intel Shows Wireless Transceiver Prototype 90-nanometer radio chip promises more power than current..."). That subject matter is characteristic of the Science/Technology category in... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by technology content ("Intel Shows Wireless Transceiver Prototype 90-nanometer radio chip promises more power than current..."). That subject matter is characteristic of the Science/Technology category in... | fancyzhx/ag_news | unsupported | defect-injection:deepseek/deepseek-v4-flash-0731 |
Flat taxonomy: [Physics, Chemistry, Biology, Earth_Science, Astronomy, Mathematics, Computer_Science, Medicine]. Text: 'We report a new exoplanet orbiting Proxima Centauri with an orbital period of 11.2 days, placing it in the habitable zone. The planet's mass suggests a rocky composition, and its equilibrium temperatu... | Category: Astronomy
Path: Astronomy
Tags: Earth_Science
Reason: The text reports an exoplanet discovery with orbital and physical properties, which is squarely astronomy. The mention of habitable zone and equilibrium temperature relates to planetary science, a subset of Earth_Science in this taxonomy. | Category: Astronomy
Path: Astronomy
Tags: Earth_Science
Reason: The text reports an exoplanet discovery with orbital and physical properties, which is squarely astronomy. The mention of habitable zone and equilibrium temperature relates to planetary science, a subset of Earth_Science in this taxonomy. The orbital perio... | synthetic:deepseek/deepseek-v4-flash-0731 | unsupported | defect-injection:deepseek/deepseek-v4-flash-0731 |
Using the 20 Newsgroups taxonomy (talk.politics.mideast, talk.politics.misc, talk.politics.guns, talk.religion.misc, alt.atheism, soc.culture.jewish, soc.culture.african, sci.space, sci.crypt, rec.arts.movies), classify: 'The ongoing dispute over water rights along the Jordan River involves multiple nations with confli... | Category: talk.politics.mideast
Path: talk.politics.mideast
Tags: [soc.culture.jewish, talk.religion.misc]
Reason: The text is about a geopolitical dispute over water rights in the Jordan River region — a classic Middle East political topic. The mention of 'conflicting historical claims' and 'multiple nations' points t... | Category: soc.culture.jewish
Path: soc.culture.jewish
Tags: [talk.politics.mideast, talk.religion.misc]
Reason: The text mentions 'religious groups' and 'symbolic importance of the region', which strongly suggests the primary focus is on Jewish cultural and religious connections to the Jordan River. The water rights di... | synthetic:deepseek/deepseek-v4-flash-0731 | ||
I found the card that I thought I lost, and I would like to reactivate it. | Category: card_linking
Reason: The customer's message is about i found the card that i thought i lost, and i would like to reactivate it, which matches the 'card_linking' intent in the taxonomy. | Category: getting_virtual_card
Reason: The customer's message is about i found the card that i thought i lost, and i would like to reactivate it, which matches the 'getting_virtual_card' intent in the taxonomy. | mteb/banking77 | ||
5. Flat taxonomy: [Agriculture, Mining, Manufacturing, Construction, Utilities, Transportation, Retail, Finance, Healthcare]. Text: 'The steel plant's blast furnace has a capacity of 3 million tons per year, but current output is at 70% due to a shortage of coking coal. The company also runs a pellet plant and a rod mi... | Category: Manufacturing
Path: Manufacturing
Tags: Mining
Reason: The text describes a steel plant producing steel from raw materials like coking coal and iron ore. This is a manufacturing process, as it transforms inputs into steel products. Mining is a secondary tag because the coking coal is an input, but the primary... | Category: Manufacturing
Path: Manufacturing
Tags: Mining
Reason: The text mentions that the steel plant employs 4,500 workers, which is a significant number and highlights the labor-intensive nature of the facility. The blast furnace has a capacity of 3 million tons per year, but current output is at 70% due to a short... | synthetic:deepseek/deepseek-v4-flash-0731 | misprioritised | defect-injection:deepseek/deepseek-v4-flash-0731 |
Comets, Asteroids and Planets around a Nearby Star (SPACE.com) SPACE.com - A nearby star thought to harbor comets and asteroids now appears to be home to planets, too. The presumed worlds are smaller than Jupiter and could be as tiny as Pluto, new observations suggest. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by space content ("Comets, Asteroids and Planets around a Nearby Star (SPACE.com) SPACE.com - A nearby star thought to..."). That subject matter is characteristic of the Science/Technology category in the ... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by space content ("Comets, Asteroids and Planets around a Nearby Star (SPACE.com) SPACE.com - A nearby star thought to..."). That subject matter is characteristic of the Science/Technology category in the ... | fancyzhx/ag_news | wrong_remedy | defect-injection:deepseek/deepseek-v4-flash-0731 |
Experts Downplay Texas Shark Attacks (AP) AP - Three shark attacks off the Texas coast in the past two months are unusual but don't mean there are more sharks than normal along the beach or that they are getting bolder, marine biologists and other experts say. | Category: Sci/Tech
Path: Sci/Tech
Tags: Sci/Tech
Reason: The article reports on sci/tech news; the text itself says "Experts Downplay Texas Shark Attacks (AP) AP - Three shark attacks off the Texas coast in...". | Category: Business
Path: Business
Tags: Business
Reason: The article mentions "Experts Downplay Texas Shark Attacks (AP) AP - Three shark attacks off the Texas coast in...", which reads like business coverage. | fancyzhx/ag_news | ||
'Push to talk' meets Wi-Fi FCC says cellular carriers are working on extending the walkie-talkie feature to Wi-Fi networks--which could mean to VoIP phones. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "'Push to talk' meets Wi-Fi FCC says cellular carriers are working on extending the walkie-talkie fea...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Category: Business. Path: Business. Tags: Business. Reason: The article reports on "'Push to talk' meets Wi-Fi FCC says cellular carriers are working on extending the walkie-talkie fea...". This subject matter resembles Business coverage, so it is classified as Business. | fancyzhx/ag_news | ||
Avoid Search Engine Blacklisting Avoid Search Engine Blacklisting\\The best way to avoid being blacklisted by the search engines is to avoid using some questionable techniques that were once popular to gain high rankings. Even if your website is not blacklisted by using some of the techniques below, it may be penalized... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Avoid Search Engine Blacklisting Avoid Search Engine Blacklisting\\The best way to avoid being black...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Avoid Search Engine Blacklisting Avoid Search Engine Blacklisting\\The best way to avoid being black...". This subject matter resembles Business coverage, so it is classified as Business. | fancyzhx/ag_news | ||
Prairie Dog Won't Be on Endangered List (AP) AP - The black-tailed prairie dog has been dropped from a list of candidates for the federal endangered species list because scientists have concluded the rodents are no longer threatened. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by scientist content ("Prairie Dog Won't Be on Endangered List (AP) AP - The black-tailed prairie dog has been dropped from..."). That subject matter is characteristic of the Science/Technology category in... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by scientist content ("Prairie Dog Won't Be on Endangered List (AP) AP - The black-tailed prairie dog has been dropped from..."). That subject matter is characteristic of the Science/Technology category in... | fancyzhx/ag_news | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
If this is a tech rebound, pinch me KnowledgeWharton goes inside the IT conundrum to examine why capital spending--and corporate confidence--remains low. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "If this is a tech rebound, pinch me KnowledgeWharton goes inside the IT conundrum to examine why cap...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article's title "If this is a tech rebound, pinch me" draws attention to the skepticism about recovery. The deeper IT conundrum about capital spending and corporate confidence is mentioned only near the end. This subject matte... | fancyzhx/ag_news | misprioritised | defect-injection:deepseek/deepseek-v4-flash-0731 |
how do i say dinner in spanish | Category: translate
Path: translate
Tags: translate
Reason: The request expresses the translate intent - the utterance's key action and object map directly to this taxonomy label. | Category: translate
Path: translate
Tags: translate
Reason: The utterance's object maps directly to this taxonomy label, and the key action also maps to it. | clinc/oos-eval (data_full.json) | misprioritised | defect-injection:deepseek/deepseek-v4-flash-0731 |
More Big Boobs in Playboy An interview with Google's co-founders due out in the current issue of Playboy may delay the company's IPO. Securities regulations restrict what executives can say while preparing to sell stock for the first time. | Category: Business. Path: Business. Tags: Business. Reason: The article is dominated by stock content ("More Big Boobs in Playboy An interview with Google's co-founders due out in the current issue of Pla..."). That subject matter is characteristic of the Business category in the given taxonomy, so this is the best fit... | Category: Business. Path: Business. Tags: Business. Reason: The article's mention of Playboy magazine in the headline is the dominant feature, and the interview's publication timing is the primary driver of the story. That subject matter is characteristic of the Business category in the given taxonomy, so this is the b... | fancyzhx/ag_news | misprioritised | defect-injection:deepseek/deepseek-v4-flash-0731 |
Infocus: Examining a Public Exploit, Part 1 The purpose of this article is to analyze a public exploit in a lab environment, see the alerts generated by an intrusion detection system, and then do some packet analysis of the malicious binary in order to better understand it. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by gene content ("Infocus: Examining a Public Exploit, Part 1 The purpose of this article is to analyze a public explo..."). That subject matter is characteristic of the Science/Technology category in the ... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by gene content ("Infocus: Examining a Public Exploit, Part 1 The purpose of this article is to analyze a public explo..."). That subject matter is characteristic of the Science/Technology category in the ... | fancyzhx/ag_news | unsupported | defect-injection:deepseek/deepseek-v4-flash-0731 |
Bangkok's Canals Losing to Urban Sprawl (AP) AP - Along the banks of the canal, women in rowboats grill fish and sell fresh bananas. Families eat on floating pavilions, rocked gently by waves from passing boats. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Bangkok's Canals Losing to Urban Sprawl (AP) AP - Along the banks of the canal, women in rowboats gr...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Bangkok's Canals Losing to Urban Sprawl (AP) AP - Along the banks of the canal, women in rowboats gr...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | fancyzhx/ag_news | wrong_remedy | defect-injection:deepseek/deepseek-v4-flash-0731 |
News: New Study to Investigate Demise of Coral Reef Ecosystems Scientists are embarking on a project which will explore how global warming is devastating one of the world's most diverse ecosystems, coral reefs. (University of Newcastle press release) | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by scientist content ("News: New Study to Investigate Demise of Coral Reef Ecosystems Scientists are embarking on a project..."). That subject matter is characteristic of the Science/Technology category in... | Category: Business. Path: Business. Tags: Business. Reason: The article mentions scientist ("News: New Study to Investigate Demise of Coral Reef Ecosystems Scientists are embarking on a project..."), and topics like this often appear in Business coverage, so it is classified as Business. | fancyzhx/ag_news | ||
I would like to reactivate a card and wondered if that could be done? | Category: card_linking
Reason: The customer's message is about i would like to reactivate a card and wondered if that could be done?, which matches the 'card_linking' intent in the taxonomy. | Category: getting_virtual_card
Reason: The customer's message is about i would like to reactivate a card and wondered if that could be done?, which matches the 'getting_virtual_card' | mteb/banking77 | ||
Downhome Pinoy Blues, Intersecting Life Paths, and Heartbreak Songs The Blues is alive and well in the Philippines, as evidenced by this appreciation of the Pinoy Blues band 'Lampano Alley', penned by columnist Clarence Henderson as a counterpoint to his usual economics, business, and culture fare. | Category: Business. Path: Business. Tags: Business. Reason: The article is dominated by business content ("Downhome Pinoy Blues, Intersecting Life Paths, and Heartbreak Songs The Blues is alive and well in t..."). That subject matter is characteristic of the Business category in the given taxonomy, so this is the best ... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article mentions business ("Downhome Pinoy Blues, Intersecting Life Paths, and Heartbreak Songs The Blues is alive and well in t..."), and topics like this often appear in Science/Technology coverage, so it is classified as Sc... | fancyzhx/ag_news | ||
Where in the app do I go to make my new card show up? | Category: card_linking
Reason: The customer's message is about where in the app do i go to make my new card show up?, which matches the 'card_linking' intent in the taxonomy. | Category: getting_virtual_card
Reason: The customer's message is about where in the app do i go to make my new card show up?, which matches the 'getting | mteb/banking77 | ||
Playboy Article May Raise Concerns for Google By MICHAEL LIEDTKE SAN FRANCISCO (AP) -- Google Inc. (GOOG)'s highly anticipated IPO faced a possible stumbling block Thursday with the release of a Playboy interview that the online search engine leader's co-founders gave just before the company filed its plans raise \... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by online content ("Playboy Article May Raise Concerns for Google By MICHAEL LIEDTKE SAN FRANCISCO (AP) -- Google In..."). That subject matter is characteristic of the Science/Technology category in th... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by online content ("Playboy Article May Raise Concerns for Google By MICHAEL LIEDTKE SAN FRANCISCO (AP) -- Google In..."). That subject matter is characteristic of the Science/Technology category in th... | fancyzhx/ag_news | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
The paper 'Attention Is All You Need' introduced the Transformer architecture. It uses multi-head self-attention with 8 heads, a model dimension of 512, and was trained on WMT 2014 English-German data achieving BLEU 28.4. | Category: Computer Science > Machine Learning
Path: Computer Science > Machine Learning
Tags: Education > Research
Reason: The content describes a core ML model architecture and its technical specs, which directly falls under machine learning; the mention of a published paper and training data supports the research tag... | Category: Mathematics > Optimization
Path: Mathematics > Optimization
Tags: Computer Science > Machine Learning
Reason: The focus on attention mechanisms and BLEU scores is about optimizing sequence translation, which is fundamentally a mathematical optimization problem rather than a machine learning contribution. | synthetic:deepseek/deepseek-v4-flash-0731 | ||
FCC certifies Freescale ultrawideband technology Freescale Semiconductor starts shipping its XS110 chip, which will help consumers to connect devices wirelessly. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by technology content ("FCC certifies Freescale ultrawideband technology Freescale Semiconductor starts shipping its XS110 c..."). That subject matter is characteristic of the Science/Technology category i... | Category: Business. Path: Business. Tags: Business. Reason: The article mentions technology ("FCC certifies Freescale ultrawideband technology Freescale Semiconductor starts shipping its XS110 c..."), and topics like this often appear in Business coverage, so it is classified as Business. | fancyzhx/ag_news | ||
Somewhere between gleam and gloom President Bush has been saying that the US economy has ''turned the corner. quot; Democratic presidential candidate Senator John F. Kerry, in the wake of this month's poor jobs report, quipped that it was more like a U-turn. | Category: Business. Path: Business. Tags: Business. Reason: The article is dominated by economy content ("Somewhere between gleam and gloom President Bush has been saying that the US economy has ''turned th..."). That subject matter is characteristic of the Business category in the given taxonomy, so this is the best f... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article mentions economy ("Somewhere between gleam and gloom President Bush has been saying that the US economy has ''turned th..."), and topics like this often appear in Science/Technology coverage, so it is classified as Sci... | fancyzhx/ag_news | ||
What is the status of my card's delivery? | Category: card_arrival
Reason: The customer's message is about what is the status of my card's delivery?, which matches the 'card_arrival' intent in the taxonomy. | Category: card_arrival
Reason: The customer's message is about what is the status of my card's delivery?, which matches the 'card_arrival' intent in the taxonomy, and the recommended action is to freeze | mteb/banking77 | wrong_remedy | defect-injection:deepseek/deepseek-v4-flash-0731 |
What do I need to do to link my new card for my account? | Category: card_linking
Reason: The customer's message is about what do i need to do to link my new card for my account?, which matches the 'card_linking' intent in the taxonomy. | Category: getting_virtual_card
Reason: The customer's message is about what do i need to do to link my new card for my account?, which matches the 'getting_virtual_card' intent in the taxonomy. | mteb/banking77 | ||
Study Says Birds Feed Other Birds' Young (AP) AP - It's a lesson many little humans could learn from baby birds: Sometimes, being nice to other youngsters pays off. Brown-headed cowbirds, like several other bird species, leave their eggs in the nests of other birds, who then feed and raise the cowbird chicks. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by study content ("Study Says Birds Feed Other Birds' Young (AP) AP - It's a lesson many little humans could learn from..."). That subject matter is characteristic of the Science/Technology category in the... | Object path category primary matter expresses matches subject tech characteristic life; Utterance's timer label out-of-scope match says science news; Transfer utterance's science subject arrival tags reports expresses timer match space; Primary software category timer science linking text dominated arrival'. Falls time... | fancyzhx/ag_news | degenerate:keyword_salad | degenerate-synthetic |
Is a tracking number available for the card that was just sent? | Category: card_arrival
Reason: The customer's message is about is a tracking number available for the card that was just sent?, which matches the 'card_arrival' intent in the taxonomy. | Category: card_arrival
Reason: The customer's message is about is a tracking number available for the card that was just sent?, which matches the 'card_arrival' intent in | mteb/banking77 | wrong_remedy | defect-injection:deepseek/deepseek-v4-flash-0731 |
Science, Politics Collide in Election Year (AP) AP - With more than 4,000 scientists, including 48 Nobel Prize winners, having signed a statement opposing the Bush administration's use of scientific advice, this election year is seeing a new development in the uneasy relationship between science and politics. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by scientist content ("Science, Politics Collide in Election Year (AP) AP - With more than 4,000 scientists, including 48 N..."). That subject matter is characteristic of the Science/Technology category in... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article mentions that 48 Nobel Prize winners signed a statement. That specific number of laureates is the most prominent feature, and it is characteristic of the Science/Technology category in the given taxonomy. The broader p... | fancyzhx/ag_news | misprioritised | defect-injection:deepseek/deepseek-v4-flash-0731 |
please transfer half of my funds to an alternate account | Category: transfer
Path: transfer
Tags: transfer
Reason: The request expresses the transfer intent - the utterance's key action and object map directly to this taxonomy label. | Category: transfer
Path: transfer
Tags: transfer
Reason: The request expresses the transfer intent - the utterance's key action and object map directly to this taxonomy label, and the transfer amount is half the balanc | clinc/oos-eval (data_full.json) | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
Does Playboy Interview Violate Google IPO? Does Playboy Interview Violate Google IPO?\\On the day of the IPO comes more Google controversy - Google rsquo;s founders will appear in an upcoming issue of Playboy magazine. Although the interview was apparently held before the IPO hype, the Playboy interview may have broke... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by pc content ("Does Playboy Interview Violate Google IPO? Does Playboy Interview Violate Google IPO?\\On the day of..."). That subject matter is characteristic of the Science/Technology category in the gi... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by pc content ("Does Playboy Interview Violate Google IPO? Does Playboy Interview Violate Google IPO?\On the day of..."). That subject matter is characteristic of the Science/Technology category in the giv... | fancyzhx/ag_news | unsupported | defect-injection:deepseek/deepseek-v4-flash-0731 |
First Lady Bashes John Kerry's Pro Stem Cell Stance By RON FOURNIER LANGHORNE, Pa. (AP) -- First lady Laura Bush defended her husband's policy on embryonic stem cell research Monday, calling Democratic rival John Kerry's criticism "ridiculous" and accusing proponents of overstating the potential for medical breakthr... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by research content ("First Lady Bashes John Kerry's Pro Stem Cell Stance By RON FOURNIER LANGHORNE, Pa. (AP) -- First..."). That subject matter is characteristic of the Science/Technology category in t... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by research content ("First Lady Bashes John Kerry's Pro Stem Cell Stance By RON FOURNIER LANGHORNE, Pa. (AP) -- First..."). The debate over embryonic stem cell research, which involves adult stem cells... | fancyzhx/ag_news | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
Tough Race Ahead for Swimmer Phelps ATHENS (Reuters) - Michael Phelps, his first gold medal safely gathered in, eased through the next phase of his monumental Olympic challenge in the heats of the 200 meters freestyle Sunday but the immensity of the task ahead was clear. | Category: Sports. Path: Sports. Tags: Sports. Reason: The article is dominated by race content ("Tough Race Ahead for Swimmer Phelps ATHENS (Reuters) - Michael Phelps, his first gold medal safely..."). That subject matter is characteristic of the Sports category in the given taxonomy, so this is the best fit. | Category: Sports. Path: Sports. Tags: Sports. Reason: The article is dominated by race content ("Tough Race Ahead for Swimmer Phelps ATHENS (Reuters) - Michael Phelps, his first gold medal safely..."). Phelps had already secured his second gold medal of the Games before this heat. | fancyzhx/ag_news | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
U.S. Warrior Arms Africans to Hunt Sudanese Poachers Armed poachers from Sudan have been raiding and destroying neighboring Central African Republic's wildlife resources for years. Now, with the help of a militant U.S. conservationist, the CAR populace is arming and training itself to fight back. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "U.S. Warrior Arms Africans to Hunt Sudanese Poachers Armed poachers from Sudan have been raiding and...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Category: Business. Path: Business. Tags: Business. Reason: The article reports on "U.S. Warrior Arms Africans to Hunt Sudanese Poachers Armed poachers from Sudan have been raiding and...". This subject matter resembles Business coverage, so it is classified as Business. | fancyzhx/ag_news | ||
India Rethinks Plan to Send Man to Moon (AP) AP - India is rethinking its plan to send a man to the moon by 2015, as the mission would cost a lot of money and yield very little in return, the national space agency said Thursday. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by space content ("India Rethinks Plan to Send Man to Moon (AP) AP - India is rethinking its plan to send a man to the..."). That subject matter is characteristic of the Science/Technology category in the ... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by space content ("India Rethinks Plan to Send Man to Moon (AP) AP - India is rethinking its plan to send a man to the..."). That subject matter is characteristic of the Science/Technology category in the ... | fancyzhx/ag_news | omission | defect-injection:deepseek/deepseek-v4-flash-0731 |
5. Flat taxonomy: [Agriculture, Mining, Manufacturing, Construction, Utilities, Transportation, Retail, Finance, Healthcare]. Text: 'The steel plant's blast furnace has a capacity of 3 million tons per year, but current output is at 70% due to a shortage of coking coal. The company also runs a pellet plant and a rod mi... | Category: Manufacturing
Path: Manufacturing
Tags: Mining
Reason: The text describes a steel plant that processes raw materials (coking coal, iron ore) into steel products via blast furnace, pellet plant, and rod mill. This is manufacturing, not mining, because the focus is on processing and production, not extraction. ... | Category: Manufacturing
Path: Manufacturing
Tags: Mining
Reason: The text describes a steel plant that processes raw materials (coking coal, iron ore) into steel products via blast furnace, pellet plant, and rod mill. This is manufacturing, not mining, because the focus is on processing and production, not extraction. ... | synthetic:deepseek/deepseek-v4-flash-0731 | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
The New Customers Are In Town Today's customers are increasingly demanding, in Asia as elsewhere in the world. Henry Astorga describes the complex reality faced by today's marketers, which includes much higher expectations than we have been used to. Today's customers want performance, and they want it now! | Category: Business. Path: Business. Tags: Business. Reason: The article is dominated by market content ("The New Customers Are In Town Today's customers are increasingly demanding, in Asia as elsewhere in..."). That subject matter is characteristic of the Business category in the given taxonomy, so this is the best fit... | Category: Business. Path: Business. Tags: Business. Reason: The article is dominated by market content ("The New Customers Are In Town Today's customers are increasingly demanding, in Asia as elsewhere in..."). That subject matter is characteristic of the Business category in the given taxonomy, and the marketers descr... | fancyzhx/ag_news | unsupported | defect-injection:deepseek/deepseek-v4-flash-0731 |
Microsoft wants to improve your image New imaging software is making eyes at those squinty camera-phone pictures. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Microsoft wants to improve your image New imaging software is making eyes at those squinty camera-ph..."). That subject matter is characteristic of the Science/Technology category in ... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article's main headline is "Microsoft wants to improve your image New imaging software is making eyes at those squinty camera-phone pictures." The key point is that the software targets camera-phone pictures, which is a consum... | fancyzhx/ag_news | misprioritised | defect-injection:deepseek/deepseek-v4-flash-0731 |
Mosquito software bites smart phones A possible Trojan horse hidden in an illegal cell-phone game hits smart phones using the Symbian operating system. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Mosquito software bites smart phones A possible Trojan horse hidden in an illegal cell-phone game hi..."). That subject matter is characteristic of the Science/Technology category in ... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article's headline uses the word "bites" in "Mosquito software bites smart phones", which is a playful verb choice worth noting. This subject matter is characteristic of the Science/Technology category in the given taxonomy, s... | fancyzhx/ag_news | misprioritised | defect-injection:deepseek/deepseek-v4-flash-0731 |
Judge moves to unseal documents in Oracle case Says certain documents, which Oracle and others want to keep from eyes of rivals, may be necessary to decide case. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Judge moves to unseal documents in Oracle case Says certain documents, which Oracle and others want...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so th... | Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Judge moves to unseal documents in Oracle case Says certain documents, which Oracle and others want...". This subject matter resembles Business coverage, so it is classified as Business. | fancyzhx/ag_news | ||
3. Taxonomy: [movie_plot, movie_cast, movie_release_date, movie_budget, movie_box_office, movie_reviews]. Text: 'The film had a production budget of $180 million but only grossed $95 million worldwide in its theatrical run. Critics praised the cinematography but panned the script, leading to a 42% Rotten Tomatoes score... | Category: movie_box_office
Path: movie_box_office
Tags: movie_budget, movie_reviews, movie_release_date
Reason: The primary focus is the financial performance: budget and gross. The $95 million gross is the central box office figure. The release date collision is a contributing factor to box office performance, and the... | Category: movie_box_office
Path: movie_box_office
Tags: movie_budget, movie_reviews, movie_release_date
Reason: The primary focus is the financial performance: budget and gross. The $95 million gross is the central box office figure. The release date collision is a contributing factor to box office performance, and the... | synthetic:deepseek/deepseek-v4-flash-0731 | unsupported | defect-injection:deepseek/deepseek-v4-flash-0731 |
Bangkok's Canals Losing to Urban Sprawl (AP) AP - Along the banks of the canal, women in rowboats grill fish and sell fresh bananas. Families eat on floating pavilions, rocked gently by waves from passing boats. | Category: Sci/Tech
Path: Sci/Tech
Tags: Sci/Tech
Reason: The article reports on sci/tech news; the text itself says "Bangkok's Canals Losing to Urban Sprawl (AP) AP - Along the banks of the canal, women in r...". | Category: Business
Path: Business
Tags: Business
Reason: The article mentions "Bangkok's Canals Losing to Urban Sprawl (AP) AP - Along the banks of the canal, women in r...", which reads like business coverage. | fancyzhx/ag_news | ||
Catwoman far from perfect The Catwoman game is a major disappointment that feels like a pointless tie-in with the film. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Catwoman far from perfect The Catwoman game is a major disappointment that feels like a pointless ti...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Catwoman far from perfect The Catwoman game is a major disappointment that feels like a pointless ti...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, and ... | fancyzhx/ag_news | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
Natural Hazards: Typhoon Rananim The MODIS instrument aboard NASA's Terra satellite captured this true-color image of Typhoon Rananim on August 12 at 2:40 UTC. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content, with the image captured by the Aqua sa | fancyzhx/ag_news | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
send 100 dollars from my vanguard money market to my wells fargo savings | Category: transfer
Path: transfer
Tags: transfer
Reason: The request expresses the transfer intent - the utterance's key action and object map directly to this taxonomy label. | Category: transfer
Path: transfer
Tags: transfer
Reason: The request expresses the transfer intent - the utterance's key action and object map directly to this taxonomy label, and the correct remedy is to confirm the r | clinc/oos-eval (data_full.json) | wrong_remedy | defect-injection:deepseek/deepseek-v4-flash-0731 |
Tools wrap: Sun, Javalobby, Infravio make moves Officials at Sun Microsystems, Javalobby, and Infravio this week revealed initiatives positioned as advances in either Java development or Web services consumption. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Tools wrap: Sun, Javalobby, Infravio make moves Officials at Sun Microsystems, Javalobby, and Infrav...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Tools wrap: Sun, Javalobby, Infravio make moves Officials at Sun Microsystems, Javalobby, and Infrav...". This subject matter resembles Business coverage, so it is classified as Business. | fancyzhx/ag_news | ||
Lynx Infielder Fontenot Has 'Pretty Good Pop for His Size' At 5 feet 8, 160 pounds, second baseman Mike Fontenot looks more like the Class AAA Ottawa Lynx's batboy than one of the Baltimore Orioles' top prospects. | Category: Sports. Path: Sports. Tags: Sports. Reason: The article reports on "Lynx Infielder Fontenot Has 'Pretty Good Pop for His Size' At 5 feet 8, 160 pounds, second baseman M...". This subject matter is characteristic of the Sports category in the given taxonomy, so this is the best fit. | Category: Sports. Path: Sports. Tags: Sports. Reason: The article mentions a player's size and nickname ("Lynx Infielder Fontenot Has 'Pretty Good Pop for His Size' At 5 feet 8, 160 pounds, second baseman M..."). That detail is characteristic of the Sports category in the given taxonomy, so this is the best fit. | fancyzhx/ag_news | misprioritised | defect-injection:deepseek/deepseek-v4-flash-0731 |
Rescuing an Old Saver If you think you may need to help your elderly relatives with their finances, don't be shy about having the money talk -- soon. | Category: Business
Path: Business
Tags: Business
Reason: The article reports on business news; the text itself says "Rescuing an Old Saver If you think you may need to help your elderly relatives with their...". | Category: Sci/Tech
Path: Sci/Tech
Tags: Sci/Tech
Reason: The article mentions "Rescuing an Old Saver If you think you may need to help your elderly relatives with their...", which reads like sci/tech coverage. | fancyzhx/ag_news | ||
what do you think life is really about | Category: meaning_of_life
Path: meaning_of_life
Tags: meaning_of_life
Reason: The request expresses the meaning_of_life intent - the utterance's key action and object map directly to this taxonomy label. | Category: meaning_of_life
Path: meaning_of_life
Tags: meaning_of_life
Reason: The request expresses the meaning_of_life intent. To resolve this, simply rephrase the question into a declarative statement about life's essence. | clinc/oos-eval (data_full.json) | wrong_remedy | defect-injection:deepseek/deepseek-v4-flash-0731 |
How can I make my card show up in the app? | Category: card_linking
Reason: The customer's message is about how can i make my card show up in the app?, which matches the 'card_linking' intent in the taxonomy. | Says text category given supported utterance's software match label space. Card primary object matter match dominated! Best taxonomy request computer news life path technology content arrival. | mteb/banking77 | degenerate:keyword_salad | degenerate-synthetic |
Using the Banking77 intents including 'top_up_by_card', 'top_up_by_cash', 'top_up_by_transfer', 'cash_withdrawal', 'cash_deposit', 'atm_support', 'balance_not_updated_after_bank_transfer', 'account_blocked', classify: 'I deposited cash into my account using a partner ATM yesterday, but the available balance on my mobil... | Category: balance_not_updated_after_bank_transfer
Path: balance_not_updated_after_bank_transfer
Tags: cash_deposit
Reason: The user's problem is that a deposit hasn't appeared in their balance after 24 hours. The core intent is a balance-update issue, not the deposit itself. 'Cash_deposit' is a supporting tag because t... | Category: balance_not_updated_after_bank_transfer
Path: balance_not_updated_after_bank_transfer
Tags: cash_deposit
Reason: The user's problem is that a deposit hasn't appeared in their balance after 24 hours. The core intent is a balance-update issue, not the deposit itself. | synthetic:deepseek/deepseek-v4-flash-0731 | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
How can I see the progress of delivery of the card that was sent? | Category: card_arrival
Reason: The customer's message is about how can i see the progress of delivery of the card that was sent?, which matches the 'card_arrival' intent in the taxonomy. | Mitochondria generate most of the cell's ATP through oxidative phosphorylation. Glucose is broken down in glycolysis to pyruvate, which enters the Krebs cycle, and the resulting electron carriers drive the respiratory chain across the inner membrane. | mteb/banking77 | degenerate:off_topic | degenerate-synthetic |
HP shares tumble on profit news Hewlett-Packard shares fall after disappointing third-quarter profits, while the firm warns the final quarter will also fall short of expectations. | Category: Business
Path: Business
Tags: Business
Reason: The article reports on business news; the text itself says "HP shares tumble on profit news Hewlett-Packard shares fall after disappointing third-quar...". | Category: Sci/Tech
Path: Sci/Tech
Tags: Sci/Tech
Reason: The article mentions "HP shares tumble on profit news Hewlett-Packard shares fall after disappointing third-quar...", which reads like sci/tech coverage. | fancyzhx/ag_news | ||
Canadian Team Joins Rocket Launch Contest (AP) AP - The #36;10 million competition to send a private manned rocket into space started looking more like a race Thursday, when a Canadian team announced plans to launch its rocket three days after an American group intends to begin qualifying for the Ansari X prize. | Category: Sci/Tech
Path: Sci/Tech
Tags: Sci/Tech
Reason: The article reports on sci/tech news; the text itself says "Canadian Team Joins Rocket Launch Contest (AP) AP - The #36;10 million competition to sen...". | Category: Business
Path: Business
Tags: Business
Reason: The article mentions "Canadian Team Joins Rocket Launch Contest (AP) AP - The #36;10 million competition to sen...", which reads like business coverage. | fancyzhx/ag_news | ||
The Real Time Modern Manila Blues: Bill Monroe Meets Muddy Waters in the Orient Globalization does strange things to people. A day in the life of a Manila Philippines based business consultant - proving that you really CAN talk about Muddy Walters, bluegrass and work all on the same page... | Category: Business. Path: Business. Tags: Business. Reason: The article is dominated by business content ("The Real Time Modern Manila Blues: Bill Monroe Meets Muddy Waters in the Orient Globalization does s..."). That subject matter is characteristic of the Business category in the given taxonomy, so this is the best ... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article mentions business ("The Real Time Modern Manila Blues: Bill Monroe Meets Muddy Waters in the Orient Globalization does s..."), and topics like this often appear in Science/Technology coverage, so it is classified as Sc... | fancyzhx/ag_news | ||
I would like to link my card to my account. | Category: card_linking
Reason: The customer's message is about i would like to link my card to my account, which matches the 'card_linking' intent in the taxonomy. | Category: getting_virtual_card
Reason: The customer's message is about i would like to link my card to my account, which matches the 'getting_virtual_card' intent in the taxonomy. | mteb/banking77 | ||
Experts Downplay Texas Shark Attacks (AP) AP - Three shark attacks off the Texas coast in the past two months are unusual but don't mean there are more sharks than normal along the beach or that they are getting bolder, marine biologists and other experts say. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Experts Downplay Texas Shark Attacks (AP) AP - Three shark attacks off the Texas coast in the past t...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Experts Downplay Texas Shark Attacks (AP) AP - Three shark attacks off the Texas coast in the past t...". This subject matter resembles Business coverage, so it is classified as Business. | fancyzhx/ag_news | ||
My flight was delayed 3 hours due to a mechanical issue, and now I'll miss my connection in Amsterdam. The airline rebooked me but put me in a different class than originally booked. I have a gluten allergy, and the new flight's meal menu doesn't show a gluten-free option. | Category: flight_delay
Path: flight_delay
Tags: flight_rebooking (implicitly, but not in taxonomy), flight_meal
Reason: The root cause is a 3-hour delay that causes the missed connection and rebooking. The delay is the primary event. The meal issue is a separate concern on the new flight, so it's a valid tag. No other ... | Category: flight_delay
Path: flight_delay
Tags: flight_meal
Reason: The root cause is a 3-hour delay that causes the missed connection and rebooking. The delay is the primary event. The meal issue is a separate concern on the new flight, so it's a valid tag. No other labels apply — cancellation isn't happening, check-i... | synthetic:deepseek/deepseek-v4-flash-0731 | omission | defect-injection:deepseek/deepseek-v4-flash-0731 |
What do I do if I already had a card with you guys? | Category: card_linking
Reason: The customer's message is about what do i do if i already had a card with you guys?, which matches the 'card_linking' intent in the taxonomy. | Category: getting_virtual_card
Reason: The customer's message is about what do i do if i already had a card with you guys?, which matches the 'getting_virtual_c | mteb/banking77 | ||
The Great K5 Limerick Contest Queue submissions being scarce, I suggest we all submit limericks for consideration. Mod up your favorites. I'm no poet, so I'll submit a favorite of my childhood: There was a young woman named Bright, Who traveled much faster than light She set out one day In a relative way ... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "The Great K5 Limerick Contest Queue submissions being scarce, I suggest we all submit limericks for...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so th... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "The Great K5 Limerick Contest Queue submissions being scarce, I suggest we all submit limericks for...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so th... | fancyzhx/ag_news | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
Search Engine Forums Spotlight Links to this week's topics from search engine forums across the web: Live Reports from Search Engine Strategies San Jose 2004 - PPC Bounce Rate - Google AdWords Myths - After SEMPO: Should We Start a Trade Association? - Search Inventory vs. Conversion - Terra Sells Lycos at Yard Sale Pr... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by pc content ("Search Engine Forums Spotlight Links to this week's topics from search engine forums across the web:..."). That subject matter is characteristic of the Science/Technology category in the gi... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by pc content ("Search Engine Forums Spotlight Links to this week's topics from search engine forums across the web:..."). That subject matter is characteristic of the Science/Technology category in the gi... | fancyzhx/ag_news | wrong_remedy | defect-injection:deepseek/deepseek-v4-flash-0731 |
FCC mobile spam rule doesn't cover some SMS A rule prohibiting mobile-phone spam adopted by the U.S. Federal Communications Commission (FCC) earlier this month doesn't prohibit phone-to-phone text messaging, but FCC officials believe the new rule, combined with a 13-year-old law, should protect U.S. mobile phone custom... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "FCC mobile spam rule doesn't cover some SMS A rule prohibiting mobile-phone spam adopted by the U.S....". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article mentions a 13-year-old law ("FCC mobile spam rule doesn't cover some SMS A rule prohibiting mobile-phone spam adopted by the U.S...."). That subject matter is characteristic of the Science/Technology category in the gi... | fancyzhx/ag_news | misprioritised | defect-injection:deepseek/deepseek-v4-flash-0731 |
Buffy the Censor Slayer <strong>Letters</strong> Readers drive stake through parents' group | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Buffy the Censor Slayer <strong>Letters</strong> Readers drive stake through parents' gr...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Buffy the Censor Slayer <strong>Letters</strong> Readers drive stake through parents' gr...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so the best fix ... | fancyzhx/ag_news | wrong_remedy | defect-injection:deepseek/deepseek-v4-flash-0731 |
Kerry's Disgusting Ad A few days ago Kerry sent around this ad: "Yesterday, the Bush-Cheney campaign, losing any last sense of decency, placed a disgusting ad called "The Faces of John Kerry's Democratic Party" as the main feature on its website. Bizarrely, and without explanation, the ad places Adolf Hitler among t... | Category: Sci/Tech
Path: Sci/Tech
Tags: Sci/Tech
Reason: The article reports on sci/tech news; the text itself says "Kerry's Disgusting Ad A few days ago Kerry sent around this ad: "Yesterday, the Bush-Ch...". | Category: Business
Path: Business
Tags: Business
Reason: The article mentions "Kerry's Disgusting Ad A few days ago Kerry sent around this ad: "Yesterday, the Bush-Ch...", which reads like business coverage. | fancyzhx/ag_news | ||
Google Index Database to be Archived? Google Index Database to be Archived?\\TechDirt reports that the San Jose Mercury News is running an article about Brewster Kahle's Internet Archive - Archive.org. While he's been profiled many times before, the one interesting tidbit to slip out this time is that Kahle has asked G... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by internet content ("Google Index Database to be Archived? Google Index Database to be Archived?\\TechDirt reports that t..."). That subject matter is characteristic of the Science/Technology category in ... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article's headline mentions "Google Index Database to be Archived?" and the TechDirt report. The subject matter of internet content is characteristic of the Science/Technology category in the given taxonomy, so this is the bes... | fancyzhx/ag_news | misprioritised | defect-injection:deepseek/deepseek-v4-flash-0731 |
I bought a non-refundable flight ticket but now need to cancel due to a medical emergency. I have a doctor's note. Does your airline offer any waivers or credits in such cases, and what documentation do you need? | Category: flight_cancellation
Path: flight_cancellation
Tags: [medical_exception, refund_policy]
Reason: The primary intent is canceling a flight, with the medical emergency being the reason. The user asks about waivers/credits and documentation, making flight_cancellation the primary category. Medical_exception and re... | Category: refund_policy
Path: refund_policy
Tags: [flight_cancellation, emergency_assistance]
Reason: The user is asking about refunds/credits for a non-refundable ticket, so the core question is about refund policy. The medical emergency is just context for why they want a refund, and the documentation request is abou... | synthetic:deepseek/deepseek-v4-flash-0731 | ||
Delightful Dell The company's results show that it's not grim all over tech world. Just all of it that isn't Dell. | Category: Business
Path: Business
Tags: Business
Reason: The article reports on business news; the text itself says "Delightful Dell The company's results show that it's not grim all over tech world. Just al...". | Category: Business
Path: Business
Tags: Business
Reason: The article reports on business news; the text itself says "Delightful Dell The company's results show that it's not grim all over tech world. | fancyzhx/ag_news | omission | defect-injection:deepseek/deepseek-v4-flash-0731 |
what does distinguish mean | Category: definition
Path: definition
Tags: definition
Reason: The request expresses the definition intent - the utterance's key action and object map directly to this taxonomy label. | Category: definition
Path: definition
Tags: definition
Reason: The request expresses the definition intent - the utterance's key action and object map directly to this taxonomy label, which is used for non-text inputs. | clinc/oos-eval (data_full.json) | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
MSBlast suspect pleads guilty The 19-year-old faces up to 37 months in prison after admitting to creating the "MSBlast.B" variant. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "MSBlast suspect pleads guilty The 19-year-old faces up to 37 months in prison after admitting to cre...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Category: Business. Path: Business. Tags: Business. Reason: The article reports on "MSBlast suspect pleads guilty The 19-year-old faces up to 37 months in prison after admitting to cre...". This subject matter resembles Business coverage, so it is classified as Business. | fancyzhx/ag_news | ||
Perseid Meteor Shower Peaks Overnight (SPACE.com) SPACE.com - A fine display of shooting stars is underway and peaks overnight Wednesday into early Thursday morning. Astronomers expect the 2004 Perseid meteor shower to be one of the best versions of the annual event in several years. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by space content ("Perseid Meteor Shower Peaks Overnight (SPACE.com) SPACE.com - A fine display of shooting stars is un..."). That subject matter is characteristic of the Science/Technology category in the... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by the exact timing of the meteor shower peak ("peaks overnight Wednesday into early Thursday morning"). That temporal detail is the most salient feature for classification, and it is characteristic of the... | fancyzhx/ag_news | misprioritised | defect-injection:deepseek/deepseek-v4-flash-0731 |
Flat labels: [Politics, Entertainment, Sports, Business, Technology, Health, Science, Education, Travel, Food, Fashion, Crime]. Text: 'Scientists at MIT demonstrated a room-temperature quantum entanglement processor that reduces error rates by 30%, potentially making quantum computers practical for drug discovery withi... | Category: Science
Path: Science
Tags: Technology
Reason: The text is about a scientific breakthrough ('Scientists at MIT', 'quantum entanglement', 'photons', 'topological qubits')—this is fundamental physics research. The practical application (drug discovery) and 'quantum computers' point to technology, but the core i... | Category: Technology
Path: Technology
Tags: Science, Health
Reason: The text talks about 'quantum computers' which is clearly technology. The drug discovery part makes it Health-related, and since scientists are involved, I add Science. But the main focus is the processor and error rates, which is a tech product announ... | synthetic:deepseek/deepseek-v4-flash-0731 | ||
Taxonomy hierarchy: [Law > Criminal > Theft, Law > Criminal > Assault, Law > Criminal > Fraud, Law > Civil > Contract_Dispute, Law > Civil > Property, Law > Civil > Family]. Text: 'The defendant allegedly used a phishing email to reroute a company's vendor payments to his own Delaware LLC over 18 months, totaling $2.3 ... | Category: Law > Criminal > Fraud Path: Law > Criminal > Fraud Tags: None Reason: The deceptive phishing, rerouting payments, false invoice, and criminal prosecution squarely describe fraud. It is not theft (no direct taking of physical property), not assault, and not a civil contract or property dispute. | Category: Law > Criminal > Theft Path: Law > Criminal > Theft Tags: Law > Civil > Contract_Dispute Reason: The defendant took money from the company — that's theft. The false invoice and phishing are just methods of committing theft, and the vendor payment rerouting could be seen as a breach of contract, hence the civi... | synthetic:deepseek/deepseek-v4-flash-0731 | ||
Elsewhere: Blaster B Virus Creator Pleads Guilty A 19-year-old man has pleaded guilty to infecting thousands of businesses and U.S. government computers with the Blaster B virus.\\Jeffrey Lee Parson of Hopkins, Minnesot... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by computer content ("Elsewhere: Blaster B Virus Creator Pleads Guilty A 19-year-old man has pleaded guilty to infecting t..."). That subject matter is characteristic of the Science/Technology category in ... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by computer content ("Elsewhere: Blaster B Virus Creator Pleads Guilty A 19-year-old man has pleaded guilty to infecting t..."). That subject matter is characteristic of the Science/Technology category in ... | fancyzhx/ag_news | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
The new international treaty aims to cut plastic production by 40% over the next decade to reduce ocean pollution. | Category: Environment > Pollution > Plastic
Path: Environment > Pollution > Plastic
Tags: Environment > Climate > Policy
Reason: The primary focus is on reducing plastic production to tackle ocean pollution, which directly maps to the Plastic pollution node; the treaty is a policy instrument, but the text's main object... | Category: Environment > Pollution > Plastic
Path: Environment > Pollution > Plastic
Tags: Environment > Climate > Policy
Reason: The primary focus is on reducing plastic production to tackle ocean pollution, which directly maps to the Plastic pollution node; the treaty is a policy instrument, but the text's main object... | synthetic:deepseek/deepseek-v4-flash-0731 | unsupported | defect-injection:deepseek/deepseek-v4-flash-0731 |
Mozilla Exceptions (mexception) For some reason I never released this code. I developed it while working on NewsMonster and just forgot I think It's an extension for Mozilla that allows you to see all runtime exceptions (with full stack traces) that are unhandled by Mozilla. Just install it and if your code gener... | Category: Sci/Tech
Path: Sci/Tech
Tags: Sci/Tech
Reason: The article reports on sci/tech news; the text itself says "Mozilla Exceptions (mexception) For some reason I never released this code. I developed...". | Category: Business
Path: Business
Tags: Business
Reason: The article mentions "Mozilla Exceptions (mexception) For some reason I never released this code. I developed...", which reads like business coverage. | fancyzhx/ag_news | ||
EBay Buys 25 Percent Stake in Craigslist Network By MAY WONG SAN JOSE, Calif. (AP) -- Online auctioneer eBay Inc... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by online content ("EBay Buys 25 Percent Stake in Craigslist Network By MAY WONG SAN JOSE, Calif. (AP) -- Online auct..."). That subject matter is characteristic of the Science/Technology category in th... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by online content ("EBay Buys 25 Percent Stake in Craigslist Network By MAY WONG SAN JOSE, Calif. (AP) -- Online auct..."). That subject matter is characteristic of the Science/Technology category in th... | fancyzhx/ag_news | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
Indictments Using DNA on Rise Nationally (AP) AP - Authorities once had no choice but to drop rape cases if they weren't able to catch a suspect before the statute of limitations expired. But prosecutors across the country increasingly are buying themselves time, keeping cold cases alive by indicting unidentified rapis... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Indictments Using DNA on Rise Nationally (AP) AP - Authorities once had no choice but to drop rape c...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Indictments Using DNA on Rise Nationally (AP) AP - Authorities once had no choice but to drop rape c...". This subject matter resembles Business coverage, so it is classified as Business. | fancyzhx/ag_news | ||
The Visual World of Michel Gondry A month ago I was introduced to the works of Michel Gondry. In short, I was amazed and tantalized by his short films and music videos. Even if you haven't heard of him, you've probably seen his many works in Gap commercials, various music videos, and the recent movie Eternal Sunshine... | Category: Sci/Tech
Path: Sci/Tech
Tags: Sci/Tech
Reason: The article reports on sci/tech news; the text itself says "The Visual World of Michel Gondry A month ago I was introduced to the works of Michel Gond...". | Category: Business
Path: Business
Tags: Business
Reason: The article mentions "The Visual World of Michel Gondry A month ago I was introduced to the works of Michel Gond...", which reads like business coverage. | fancyzhx/ag_news | ||
Where do I go to add a new card? | Category: card_linking
Reason: The customer's message is about where do i go to add a new card?, which matches the 'card_linking' intent in the taxonomy. | Category: getting_virtual_card
Reason: The customer's message is about where do i go to add a new card?, which matches the 'getting_virtual_card' intent in the taxonomy. | mteb/banking77 | ||
Has my card been lost in delivery? | Category: card_arrival
Reason: The customer's message is about has my card been lost in delivery?, which matches the 'card_arrival' intent in the taxonomy. | Category: card_delivery_estimate
Reason: The customer's message is about has my card been lost in delivery?, which matches the 'card_delivery_estimate' intent in the taxonomy. | mteb/banking77 | ||
tell me all about the meaning of life | Category: meaning_of_life
Path: meaning_of_life
Tags: meaning_of_life
Reason: The request expresses the meaning_of_life intent - the utterance's key action and object map directly to this taxonomy label. | Category: meaning_of_life
Path: meaning_of_life
Tags: meaning_of_life
Reason: The request expresses the meaning_of_life intent - the utterance's key action and object map directly to this taxonomy label, and this label is the most frequently assigned ca | clinc/oos-eval (data_full.json) | factual_error | defect-injection:deepseek/deepseek-v4-flash-0731 |
Most Spam is Domestic, Study Says Spammers aren't ducking antispam laws by operating offshore, they're just ignoring it. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by study content ("Most Spam is Domestic, Study Says Spammers aren't ducking antispam laws by operating offshore, they'..."). That subject matter is characteristic of the Science/Technology category in the... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by study content ("Most Spam is Domestic, Study Says Spammers aren't ducking antispam laws by operating offshore, they'..."). The study's finding that spammers ignore antispam laws is best addressed by req... | fancyzhx/ag_news | wrong_remedy | defect-injection:deepseek/deepseek-v4-flash-0731 |
Columnists: Redmond's Salvation Service Pack 2 for XP represents a sea change in Microsoft's security posture. Here's why you should ignore the naysayers and start planning your upgrade.\ | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Columnists: Redmond's Salvation Service Pack 2 for XP represents a sea change in Microsoft's securit...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Columnists: Redmond's Salvation Service Pack 2 for XP represents a sea change in Microsoft's securit...". This subject matter is characteristic of the Science/Technology category in the given taxonomy. | fancyzhx/ag_news | unsupported | defect-injection:deepseek/deepseek-v4-flash-0731 |
Japan nuclear firm shuts plants The company running the Japanese nuclear plant hit by a fatal accident is to close its reactors for safety checks. | Category: Business. Path: Business. Tags: Business. Reason: The article is dominated by company content ("Japan nuclear firm shuts plants The company running the Japanese nuclear plant hit by a fatal accide..."). That subject matter is characteristic of the Business category in the given taxonomy, so this is the best f... | Category: Business. Path: Business. Tags: Business. Reason: The article is dominated by company content ("Japan nuclear firm shuts plants The company running the Japanese nuclear plant hit by a fatal accide..."). That subject matter is characteristic of the Business category in the given taxonomy, and the safety checks... | fancyzhx/ag_news | misprioritised | defect-injection:deepseek/deepseek-v4-flash-0731 |
Given the Amazon product hierarchy [Electronics > Computers & Accessories > Computer Components > Memory, Electronics > Computers & Accessories > Computer Components > Processors, Electronics > Computers & Accessories > Computer Components > Motherboards, Electronics > Computers & Accessories > Computer Components > St... | Category: Memory
Path: Electronics > Computers & Accessories > Computer Components > Memory
Tags: [Computer Components, Memory]
Reason: The text explicitly specifies 'DDR5 RAM kit', '32GB', '6000MHz', and 'CL30 latency' — all directly indicating memory (RAM). The mention of 'AMD EXPO' and 'Intel XMP 3.0' are memory ove... | Category: Computer Components
Path: Electronics > Computers & Accessories > Computer Components
Tags: [Memory, Motherboards]
Reason: The text mentions 'RAM', which is a computer component, and also references 'modern ATX motherboards' for compatibility, so the primary category should be the broader 'Computer Components... | synthetic:deepseek/deepseek-v4-flash-0731 | ||
The Next Great Space Race: SpaceShipOne and Wild Fire to Go For the Gold (SPACE.com) SPACE.com - A piloted rocket ship race to claim a #36;10 million Ansari X Prize purse for privately financed flight to the edge of space is heating up. | Category: Sci/Tech
Path: Sci/Tech
Tags: Sci/Tech
Reason: The article reports on sci/tech news; the text itself says "The Next Great Space Race: SpaceShipOne and Wild Fire to Go For the Gold (SPACE.com) SPACE...". | Category: Business
Path: Business
Tags: Business
Reason: The article mentions "The Next Great Space Race: SpaceShipOne and Wild Fire to Go For the Gold (SPACE.com) SPACE...", which reads like business coverage. | fancyzhx/ag_news | ||
Training seen as way to counter offshoring Edward Yourdon, a co-founder of the Cutter Consortium, says in an upcoming book that the threat of offshore outsourcing isn't restricted to U.S. software development jobs but to all kinds of knowledge work. | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Training seen as way to counter offshoring Edward Yourdon, a co-founder of the Cutter Consortium, sa..."). That subject matter is characteristic of the Science/Technology category in ... | Category: Business. Path: Business. Tags: Business. Reason: The article mentions software ("Training seen as way to counter offshoring Edward Yourdon, a co-founder of the Cutter Consortium, sa..."), and topics like this often appear in Business coverage, so it is classified as Business. | fancyzhx/ag_news | ||
With the 20 Newsgroups taxonomy (sci.electronics, sci.med, sci.space, sci.crypt, rec.autos, rec.motorcycles, rec.sport.baseball, rec.sport.hockey, comp.sys.mac.hardware, comp.windows.x, alt.atheism, soc.religion.christian, talk.politics.mideast), classify: 'I'm building a custom amplifier and need to decide between a c... | Category: sci.electronics
Path: sci.electronics
Tags: (none)
Reason: The text is about amplifier circuit design (class D vs class AB), which is squarely a consumer-electronics engineering question. No other taxonomy label covers electronics or audio hardware, so sci.electronics is the only correct category. | Category: rec.autos
Path: rec.autos
Tags: sci.electronics
Reason: The user mentions 'amplifier' and 'power levels,' which could relate to car audio systems in a vehicle, so rec.autos fits. The electronics discussion is relevant as a secondary tag. | synthetic:deepseek/deepseek-v4-flash-0731 | ||
China Begins Countdown for Next Manned Space Flight By ELAINE KURTENBACH SHANGHAI, China (AP) -- Chinese astronauts are in the final stages of preparing for a manned space mission that will orbit the globe 14 times before returning to Earth, a state-run newspaper reported Thursday. The launch, expected sometime t... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by space content ("China Begins Countdown for Next Manned Space Flight By ELAINE KURTENBACH SHANGHAI, China (AP) --..."). That subject matter is characteristic of the Science/Technology category in the ... | Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by space content ("China Begins Countdown for Next Manned Space Flight By ELAINE KURTENBACH SHANGHAI, China (AP) -- Chinese astronauts are in the final stages of preparing for a manned space mission tha... | fancyzhx/ag_news | unsupported | defect-injection:deepseek/deepseek-v4-flash-0731 |
I need some help linking my new card. | Category: card_linking
Reason: The customer's message is about i need some help linking my new card, which matches the 'card_linking' intent in the taxonomy. | Category: getting_virtual_card
Reason: The customer's message is about i need some help linking my new card, which matches the 'getting_virtual_card' intent in the taxonomy. | mteb/banking77 | ||
How can I periodically check the delivery of the card you sent? | Category: card_arrival
Reason: The customer's message is about how can i periodically check the delivery of the card you sent?, which matches the 'card_arrival' intent in the taxonomy. | Category: card_delivery_estimate
Reason: The customer's message is about how can i periodically check the delivery of the card you sent?, which matches the 'card_delivery_estimate' intent in the taxonomy. | mteb/banking77 | ||
suo2 | Category: oos (out-of-scope)
Path: Out-of-Scope
Tags: oos
Reason: The request does not match any of the listed intents; it falls outside the supported scope. | Category: oos (out-of-scope)
Path: Out-of-Scope
Tags: oos
Reason: The request does not match any of the listed intents. | clinc/oos-eval (data_full.json) | omission | defect-injection:deepseek/deepseek-v4-flash-0731 |
Can I link your physical card | Category: card_linking
Reason: The customer's message is about can i link your physical card, which matches the 'card_linking' intent in the taxonomy. | Reason: The customer's message is about can i link your physical card, which matches the 'card_linking' intent in the taxonomy. | mteb/banking77 | omission | defect-injection:deepseek/deepseek-v4-flash-0731 |
End of preview. Expand in Data Studio
TEXT_CLASSIFICATION
A preference dataset for TEXT_CLASSIFICATION, harvested from real, human-labelled sources and curated by an automated harvesting harness with an LLM quality gate.
Format
Standard preference / DPO schema — each row:
| column | meaning |
|---|---|
prompt |
the request (originally text) |
chosen |
the human-preferred response |
rejected |
a worse response to the same prompt |
source |
the dataset/URL the row was harvested from |
Splits
80/10/10 train / validation / test (seeded shuffle): train:854 / validation:106 / test:108
Stats
- Rows: 1068
- Distinct sources: 4
Sources
clinc/oos-eval (data_full.json)fancyzhx/ag_newsmteb/banking77synthetic:deepseek/deepseek-v4-flash-0731
Provenance
prompt and chosen are real — harvested from the human-labelled sources listed above (accepted / upvoted / high-rated responses).
rejected is partly synthetic. Most sources retain only the accepted answer, so where no genuine low-scored counterpart existed the negative was generated by defect injection: an LLM rewrites that row's own chosen with exactly one flaw introduced (omission, factual error, wrong remedy, unsupported claim, or misprioritisation) at matched length. Rows carrying a defect column are the generated ones; rows without it kept a negative that was present in the source.
Rows passed a per-row check (negative is unique, not a stub, not spliced from chosen) and a whole-corpus gate for repeated negatives, length shortcuts, train/eval leakage and bag-of-words separability.
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